{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "acd7b724",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:36:46.243858Z",
     "start_time": "2024-06-29T07:36:44.197044Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d2607fc4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:36:46.539783Z",
     "start_time": "2024-06-29T07:36:46.246005Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('merged_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ef058ea",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:36:46.554440Z",
     "start_time": "2024-06-29T07:36:46.542970Z"
    }
   },
   "outputs": [],
   "source": [
    "data = df['create_by']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "629947dc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:37:38.402727Z",
     "start_time": "2024-06-29T07:37:38.386866Z"
    }
   },
   "outputs": [],
   "source": [
    "value_counts = data.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e5107de1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:37:39.438083Z",
     "start_time": "2024-06-29T07:37:39.124977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Counts')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "value_counts.plot(kind='bar')  # 使用条形图展示\n",
    "plt.title('Value Counts of Column Name')  # 设置图像标题\n",
    "plt.xlabel('Value')  # 设置X轴标签\n",
    "plt.ylabel('Counts')  # 设置Y轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a4a5b2a5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:37:42.358448Z",
     "start_time": "2024-06-29T07:37:42.352935Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.show()  # 显示图像\n",
    "# plt.savefig('value_counts.png')  # 保存图像到文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d8ef45ea",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:43:26.483930Z",
     "start_time": "2024-06-29T07:43:26.464843Z"
    }
   },
   "outputs": [],
   "source": [
    "grouped_stats = df.groupby('create_by')['jz'].agg(['sum'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e7ae1ea4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:43:26.998013Z",
     "start_time": "2024-06-29T07:43:26.990849Z"
    }
   },
   "outputs": [],
   "source": [
    "grouped_stats = grouped_stats.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6d4fdb95",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:49:12.403525Z",
     "start_time": "2024-06-29T07:49:12.397147Z"
    }
   },
   "outputs": [],
   "source": [
    "grouped_stats = grouped_stats.reset_index().sort_values(by='sum', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4170a5a3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:49:17.799780Z",
     "start_time": "2024-06-29T07:49:17.784124Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    index  create_by        sum\n",
      "25     25    chediao  331166.68\n",
      "13     13  DS0404001  251737.18\n",
      "11     11  DS0403003  251686.90\n",
      "15     15  DS0404003  167212.87\n",
      "8       8  DS0403000  144288.30\n",
      "2       2  DS0401002  110501.37\n",
      "20     20  DS0406000  109118.43\n",
      "19     19  DS0405003  106418.81\n",
      "9       9  DS0403001  102760.80\n",
      "6       6  DS0402003  101942.58\n",
      "27     27       zhou   93984.74\n",
      "10     10  DS0403002   72484.86\n",
      "4       4  DS0402001   67063.77\n",
      "7       7  DS0402004   34415.18\n",
      "5       5  DS0402002   33571.12\n",
      "1       1  DS0401001   32965.19\n",
      "12     12  DS0404000   24018.69\n",
      "18     18  DS0405002   16695.72\n",
      "26     26    dsadmin   16104.44\n",
      "16     16  DS0405000   11822.18\n",
      "14     14  DS0404002    6112.03\n",
      "0       0  DS0401000    5714.52\n",
      "23     23  DS0501003    4815.30\n",
      "3       3  DS0402000    3550.21\n",
      "17     17  DS0405001    2944.06\n",
      "22     22  DS0501001     471.01\n",
      "24     24      admin     332.20\n",
      "21     21  DS0406001     234.03\n"
     ]
    }
   ],
   "source": [
    "print(grouped_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "08e4e509",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-06-29T07:54:08.908506Z",
     "start_time": "2024-06-29T07:54:08.688250Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Sum of Value Column')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 绘制柱状图\n",
    "grouped_stats.plot(kind='bar', x='create_by', y='sum')\n",
    "plt.title('Sale Manager Contribution Table')  # 设置图表标题\n",
    "plt.xlabel('Sale Manager')  # 设置X轴标签\n",
    "plt.ylabel('Sum of Value Column')  # 设置Y轴标签"
   ]
  },
  {
   "cell_type": "code",
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